Text-to-motion generation on HumanML3D (test)
0FIDReal
Evaluation results
| Method | Links | |||||||||||||||||||||||||||||||||||||||
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| RealEvaluator=TMR-2632025.12 | 0 | — | — | — | — | — | — | — | — | — | — | 67.6 | 81 | 86.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Real2026.04 | 0 | — | — | — | — | — | — | — | — | — | — | 50.3 | 69.6 | 79.5 | — | — | — | — | — | — | — | — | 3.244 | — | — | — | — | — | — | — | — | — | — | 0.639 | — | — | — | — | — | |
| RealCoordinate system=absolute, Evaluation runs=202026.04 | 0 | — | — | — | — | — | — | — | — | — | — | 50.1 | 69.1 | 78.5 | — | — | — | — | 3.074 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.665 | — | — | — | — | — | |
| Real motiontype=Ground Truth Reference2024.10 | 0.001 | — | — | — | — | — | — | — | — | — | — | 49 | 68.2 | 78.3 | 10.471 | — | — | — | 3.378 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Real2025.04 | 0.001 | — | — | — | — | — | — | — | — | — | — | 46.9 | 66.5 | 76.9 | 0 | — | — | — | 3.217 | — | — | — | — | 0 | 0.0362 | 7.468 | 0 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Ground-truth2026.06 | 0.0016 | — | — | — | — | — | — | — | — | — | — | — | — | 79.6 | 9.459 | — | — | — | 2.975 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Real motions2022.10 | 0.002 | — | — | — | — | — | — | — | — | — | — | 51.1 | 70.3 | 70.7 | 0 | 9.503 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Real2023.05 | 0.002 | — | — | — | — | — | — | — | — | — | — | — | — | — | 9.5 | — | 79.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Real2024.04 | 0.002 | — | — | — | — | — | — | — | — | — | — | — | — | 79.7 | 9.503 | — | — | — | 2.974 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Real2024.03 | 0.002 | — | — | — | — | — | — | — | — | — | — | 51.1 | 70.3 | 79.7 | 9.503 | — | — | — | 2.974 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Real2024.09 | 0.002 | — | — | — | — | — | — | — | — | — | — | 51.1 | 70.3 | 79.7 | 9.503 | — | — | — | 2.974 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Real motionsDDPM-based=false2024.04 | 0.002 | — | — | — | — | — | — | — | — | — | — | 51.1 | 70.3 | 79.7 | 9.503 | — | — | — | 2.974 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Ground TruthVenue=-2025.01 | 0.002 | — | — | — | — | — | — | — | — | — | — | 51.1 | 70.3 | 79.7 | 9.503 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GT2026.02 | 0.002 | — | — | — | — | — | — | — | — | — | — | 51.1 | 70.3 | 79.7 | 9.503 | — | — | — | 2.974 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Real2026.02 | 0.002 | — | — | — | — | — | — | — | — | — | — | 51.1 | 70.3 | 79.7 | 9.503 | — | — | — | 2.974 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Ground Truth2026.01 | 0.002 | — | — | — | — | — | — | — | — | — | — | 51.1 | 70.3 | 79.7 | 9.503 | — | — | — | 2.974 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Real motionRepresentation=Continuous motion representation setting2025.12 | 0.002 | — | — | — | — | — | — | — | — | — | — | 70.2 | 86.4 | 91.4 | 27.492 | — | — | — | 15.151 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Ground Truth2025.12 | 0.002 | — | — | — | — | — | — | — | — | — | — | 51.1 | 70.3 | 79.7 | 9.503 | — | — | — | 2.974 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Real motion2025.12 | 0.002 | — | — | — | — | — | — | — | — | — | — | 51.1 | 70.3 | 79.7 | 9.503 | — | — | — | 2.974 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RealText Encoder=-2025.12 | 0.002 | — | — | — | — | — | — | — | — | — | — | 51.1 | 70.3 | 79.7 | 9.503 | — | — | — | 2.974 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Real motionstream=false2025.12 | 0.002 | — | — | — | — | — | — | — | — | — | — | 51.1 | 70.3 | 79.7 | 9.503 | — | — | — | 2.974 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GT / Real Motions2026.02 | 0.002 | — | — | — | — | — | — | — | — | — | — | 51.1 | 70.3 | 79.7 | 9.503 | — | — | — | 2.974 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Real Motion2026.03 | 0.002 | — | — | — | — | — | — | — | — | — | — | 51.1 | 70.3 | 79.7 | 9.503 | — | — | — | 2.974 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RealPublisher=-2026.03 | 0.002 | — | — | — | — | — | — | — | — | — | — | 51.1 | 70.3 | 79.7 | 9.503 | — | — | — | 2.974 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Real MotionStructure=-2026.04 | 0.002 | 51.1 | — | — | — | — | — | — | — | — | — | — | — | — | 9.503 | — | — | — | 2.974 | — | 70.3 | 79.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Real motions2026.04 | 0.002 | — | — | — | — | — | — | — | — | — | — | 51.1 | 70.3 | 79.7 | 9.503 | — | — | — | 2.974 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Real motions2026.04 | 0.002 | — | — | — | — | — | — | — | — | — | — | 51.1 | 70.3 | 79.7 | 9.503 | — | — | — | 2.974 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Real Motion2026.05 | 0.002 | — | — | — | — | — | — | — | — | — | — | 51.1 | 70.3 | 79.7 | 9.503 | — | — | — | 2.974 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Real motionModel Type=Ground Truth2026.05 | 0.002 | — | — | — | — | — | — | — | — | — | — | — | — | 79.7 | 9.503 | — | — | — | 2.974 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Real motions2026.05 | 0.002 | — | — | — | — | — | — | — | — | — | — | 51.1 | 70.3 | 79.7 | 9.503 | — | — | — | 2.974 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Ground Truth2025.08 | 0.002 | — | — | — | — | — | — | — | — | — | — | — | — | — | 9.503 | — | 79.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0 | 0 | 0 | 0 | |
| Real2026.06 | 0.002 | — | — | — | — | — | — | — | — | — | — | 51.1 | 70.3 | 79.7 | 9.503 | — | — | — | 2.974 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MoLingoEvaluator=TMR-2632025.12 | 0.014 | — | — | — | — | — | — | — | — | — | — | 77.2 | 88.9 | 92.8 | — | — | — | — | — | 21.235 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MogenTSEvaluator=TMR-2632025.12 | 0.017 | — | — | — | — | — | — | — | — | — | — | 68.7 | 81.9 | 87 | — | — | — | — | — | 12.102 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MLD++Evaluator=TMR-2632025.12 | 0.019 | — | — | — | — | — | — | — | — | — | — | 73.6 | 86.3 | 90.7 | — | — | — | — | — | 26.515 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DisCoRDEvaluator=TMR-2632025.12 | 0.02 | — | — | — | — | — | — | — | — | — | — | 69.2 | 82.8 | 87.8 | — | — | — | — | — | 18.804 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MoMask++Evaluator=TMR-2632025.12 | 0.02 | — | — | — | — | — | — | — | — | — | — | 69.2 | 82.4 | 87.4 | — | — | — | — | — | 16.589 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MotionGPT3Evaluator=TMR-2632025.12 | 0.021 | — | — | — | — | — | — | — | — | — | — | 75.8 | 87.3 | 91.5 | — | — | — | — | — | 20.821 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MoMaskEvaluator=TMR-2632025.12 | 0.022 | — | — | — | — | — | — | — | — | — | — | 68.7 | 82.5 | 87.7 | — | — | — | — | — | 18.406 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MMMEvaluator=TMR-2632025.12 | 0.024 | — | — | — | — | — | — | — | — | — | — | 71 | 83.4 | 88.1 | — | — | — | — | — | 15.286 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MotionLCM-V2Evaluator=TMR-2632025.12 | 0.026 | — | — | — | — | — | — | — | — | — | — | 75.1 | 87.9 | 92.1 | — | — | — | — | — | 28.424 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BiPO2024.11 | 0.03 | — | — | — | — | — | — | — | — | — | — | 52.3 | 71.4 | 80.9 | 9.556 | — | — | — | 2.88 | 1.374 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ScaleMoGen2026.05 | 0.03 | — | — | — | — | — | — | — | — | — | — | 57.7 | 76.9 | 85.6 | — | — | — | — | 2.626 | 1.105 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LaMP2026.02 | 0.032 | — | — | — | — | — | — | — | — | — | — | 55.7 | 75.1 | 84.3 | 9.571 | — | — | — | 2.759 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LaMPCategory=VQ-VAE-based2026.01 | 0.032 | — | — | — | — | — | — | — | — | — | — | 55.7 | 75.1 | 84.3 | 9.571 | — | — | — | 2.759 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RAMCategory=Diffusion-based2026.01 | 0.032 | — | — | — | — | — | — | — | — | — | — | 56.1 | 75.1 | 83.9 | 9.487 | — | — | — | 2.716 | 1.142 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LAMPText Encoder=LAMP2025.12 | 0.032 | — | — | — | — | — | — | — | — | — | — | 55.7 | 75.1 | 84.3 | 9.571 | — | — | — | 2.759 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LaMP2026.02 | 0.032 | — | — | — | — | — | — | — | — | — | — | 55.7 | 75.1 | 84.3 | 9.571 | — | — | — | 2.759 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LaMP-T2MModel Type=Motion Generation Only2026.05 | 0.032 | — | — | — | — | — | — | — | — | — | — | — | — | 84.3 | 9.571 | — | — | — | 2.759 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DisCoRDBase model application=on top of MoMask2026.06 | 0.032 | — | — | — | — | — | — | — | — | — | — | 52.4 | 71.5 | 80.9 | — | — | — | — | 2.938 | 1.288 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MoGenTS2026.02 | 0.033 | — | — | — | — | — | — | — | — | — | — | 52.9 | 71.9 | 81.2 | 9.57 | — | — | — | 2.867 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MoGenTSCategory=VQ-VAE-based2026.01 | 0.033 | — | — | — | — | — | — | — | — | — | — | 52.9 | 71.9 | 81.2 | 9.57 | — | — | — | 2.867 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MoGenTS2026.02 | 0.033 | — | — | — | — | — | — | — | — | — | — | 52.9 | 71.9 | 81.2 | 9.57 | — | — | — | 2.867 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MoTokPlanner=DDM, Downsampling=22026.03 | 0.033 | — | — | — | — | — | — | — | — | — | — | 51.2 | 70.5 | 79.9 | 9.523 | — | — | — | 2.981 | 2.639 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MoGenTS2026.05 | 0.033 | — | — | — | — | — | — | — | — | — | — | 52.9 | 71.9 | 81.2 | — | — | — | — | 2.867 | 0.808 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LaxMotionSupervision=Relaxed Motion, Variant=3D Finetune2025.11 | 0.034 | — | — | — | — | — | — | — | — | — | — | 52.6 | 72.1 | 81.2 | 9.519 | — | — | — | — | 2.529 | — | — | — | — | — | — | — | — | — | — | 13.715 | — | — | — | — | — | — | — | — | |
| DanceMosaicmode=T2M2025.04 | 0.039 | 52.3 | — | — | — | — | — | — | — | — | — | — | — | — | 10.445 | — | — | — | 3.042 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| KinMoCategory=VQ-VAE-based2026.01 | 0.039 | — | — | — | — | — | — | — | — | — | — | 53.2 | 72.4 | 82.1 | 9.674 | — | — | — | 2.901 | 1.321 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MoTokPlanner=DDM, Downsampling=42026.03 | 0.039 | — | — | — | — | — | — | — | — | — | — | 50 | 69.3 | 79.3 | 9.411 | — | — | — | 3.03 | 2.639 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| KinMoModel Type=Motion Generation Only2026.05 | 0.039 | — | — | — | — | — | — | — | — | — | — | — | — | 82.1 | 9.674 | — | — | — | 2.901 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MotionPCM2026.02 | 0.04 | — | — | — | — | — | — | — | — | — | — | 56 | 75.4 | 84.4 | 9.632 | — | — | — | 2.719 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LMRModel type=GPT-type2025.12 | 0.04 | — | — | — | — | — | — | — | — | — | — | 53.7 | 72.1 | 81 | 9.668 | — | — | — | 2.895 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MLA-GenModel scale=Big2026.04 | 0.04 | — | — | — | — | — | — | — | — | — | — | 52.7 | 72.1 | 81.4 | — | — | — | — | — | 1.818 | — | — | 3.108 | — | — | — | — | — | — | — | — | — | — | 0.656 | — | — | — | — | — | |
| Morph-MoMaskMPR=true, FT=true, Motion Generator=MoMask2024.11 | 0.041 | 52.5 | — | — | — | — | — | — | — | — | — | — | — | — | 9.689 | — | — | — | — | — | — | 81.6 | — | 0 | 2.141 | 0.01 | — | — | — | — | — | 0.645 | 0.0149 | — | — | — | — | — | — | |
| SegMoText Encoder=CLIP2025.12 | 0.042 | — | — | — | — | — | — | — | — | — | — | 55.3 | 74.8 | 83.8 | 9.632 | — | — | — | 2.782 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BAMMEvaluator=TMR-2632025.12 | 0.044 | — | — | — | — | — | — | — | — | — | — | 65.2 | 79 | 84.5 | — | — | — | — | — | 28.703 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MoMaskVenue=CVPR 20242025.01 | 0.045 | — | — | — | — | — | — | — | — | — | — | 52.1 | 71.3 | 80.7 | — | — | — | — | 2.958 | 1.241 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MoMaskground-truth motion length=true2024.11 | 0.045 | — | — | — | — | — | — | — | — | — | — | 52.1 | 71.3 | 80.7 | 9.717 | — | — | — | 2.958 | 1.241 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MoMask2025.04 | 0.045 | 52.1 | — | — | — | — | — | — | — | — | — | — | — | — | 9.624 | — | — | — | 2.958 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MoMask2026.02 | 0.045 | — | — | — | — | — | — | — | — | — | — | 52.1 | 71.3 | 80.7 | — | — | — | — | 2.958 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MoMaskCategory=VQ-VAE-based2026.01 | 0.045 | — | — | — | — | — | — | — | — | — | — | 52.1 | 71.3 | 80.7 | — | — | — | — | 2.958 | 1.241 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MoMaskModel type=BERT-type2025.12 | 0.045 | — | — | — | — | — | — | — | — | — | — | 52.1 | 71.3 | 80.7 | — | — | — | — | 2.958 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MoMask (Baseline)Text Encoder=CLIP2025.12 | 0.045 | — | — | — | — | — | — | — | — | — | — | 52.1 | 71.3 | 80.7 | — | — | — | — | 2.958 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MoMaskstream=false2025.12 | 0.045 | — | — | — | — | — | — | — | — | — | — | 52.1 | 71.3 | 80.7 | 9.677 | — | — | — | 2.958 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MoMask2026.02 | 0.045 | — | — | — | — | — | — | — | — | — | — | 52.1 | 71.3 | 80.7 | — | — | — | — | 2.958 | — | — | — | 1.241 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MoMaskSupervision=3D Motion2025.11 | 0.045 | — | — | — | — | — | — | — | — | — | — | 52.1 | 71.3 | 80.7 | — | — | — | — | — | 1.241 | — | — | — | — | — | — | — | — | — | — | 5.85 | — | — | — | — | — | — | — | — | |
| MoMask2026.03 | 0.045 | — | — | — | — | — | — | — | — | — | — | 52.1 | 71.3 | 80.7 | — | — | — | — | 2.958 | 1.241 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MoMaskMPR=false, FT=false2024.11 | 0.045 | 52.1 | — | — | — | — | — | — | — | — | — | — | — | — | 9.641 | — | — | — | — | — | — | 80.7 | — | 23.152 | 10.66 | 5.262 | — | — | — | — | — | 1.058 | — | — | — | — | — | — | — | |
| MoMaskPublisher=CVPR’242026.03 | 0.045 | — | — | — | — | — | — | — | — | — | — | 52.1 | 71.3 | 80.7 | — | — | — | — | 2.958 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BiMDPublisher=This work, Configuration=w/ CLA2026.03 | 0.045 | — | — | — | — | — | — | — | — | — | — | 55.8 | 73.1 | 82.8 | 9.619 | — | — | — | 2.803 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MoMask2025.10 | 0.045 | — | — | — | — | — | — | — | — | — | — | 52.1 | 71.3 | 80.7 | — | — | — | — | 2.958 | 1.241 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MoMaskStructure=MaskedTrans2026.04 | 0.045 | 52.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 2.958 | 1.226 | 71.3 | 80.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MoMask2026.04 | 0.045 | — | — | — | — | — | — | — | — | — | — | 52.1 | 71.3 | 80.7 | 9.62 | — | — | — | 2.958 | 1.241 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MoMask2026.04 | 0.045 | — | — | — | — | — | — | — | — | — | — | 52.1 | 71.3 | 80.7 | 9.62 | — | — | — | 2.958 | 1.241 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MoMask2026.05 | 0.045 | — | — | — | — | — | — | — | — | — | — | 52.1 | 71.3 | 80.7 | — | — | — | — | 2.958 | 1.241 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MoMaskModel Type=Motion Generation Only2026.05 | 0.045 | — | — | — | — | — | — | — | — | — | — | — | — | 80.7 | — | — | — | — | 2.958 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MoMask2026.05 | 0.045 | — | — | — | — | — | — | — | — | — | — | — | — | 80.7 | — | — | — | — | 2.958 | 1.241 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MoMask2026.06 | 0.045 | — | — | — | — | — | — | — | — | — | — | 52.1 | 71.3 | 80.7 | — | — | — | — | 2.958 | 1.241 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GenM3Publisher=ICCV’252026.03 | 0.046 | — | — | — | — | — | — | — | — | — | — | 51.1 | 70.5 | 80.4 | 9.675 | — | — | — | 2.852 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MoScaleStructure=Next-Scale AR, Total steps (S)=182026.04 | 0.046 | 54 | — | — | — | — | — | — | — | — | — | — | — | — | 9.525 | — | — | — | 2.83 | 0.873 | 72.7 | 81.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CDAMDMotion Quantizers=w/ two VQ2026.04 | 0.046 | — | — | — | — | — | — | — | — | — | — | 52.1 | 70.5 | 79.8 | 9.822 | — | — | — | — | 1.704 | — | — | 2.975 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CDAMDMotion Quantizers=w/ all VQ2026.04 | 0.046 | — | — | — | — | — | — | — | — | — | — | 51.8 | 70.4 | 79.4 | 9.793 | — | — | — | — | 1.674 | — | — | 2.998 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GenM3Evaluator training data=retrained evaluator on 30 FPS data2026.06 | 0.046 | — | — | — | — | — | — | — | — | — | — | 51.1 | 70.5 | 80.4 | 9.675 | — | — | — | 2.852 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| InfiniteDreamer3Publisher=ICCV’252026.03 | 0.047 | — | — | — | — | — | — | — | — | — | — | — | — | 67.9 | 9.58 | — | — | — | 3.15 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MoMaskRe-implementation=true2026.04 | 0.047 | — | — | — | — | — | — | — | — | — | — | 49.3 | 68.6 | 78.4 | 9.838 | — | — | — | — | 1.356 | — | — | 3.124 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MoMaskCoordinate system=absolute, Evaluation runs=202026.04 | 0.047 | — | — | — | — | — | — | — | — | — | — | 49.3 | 68.6 | 78.4 | — | — | — | — | 3.124 | 1.356 | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.668 | — | — | — | — | — | |
| BADSampling strategy=CBS 2.3.22024.09 | 0.049 | — | — | — | — | — | — | — | — | — | — | 51.1 | 70.4 | 80 | 9.688 | — | — | — | 2.957 | 1.119 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MotionLCM-v22026.02 | 0.049 | — | — | — | — | — | — | — | — | — | — | 55.1 | 74.5 | 83.6 | 9.584 | — | — | — | 2.765 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MoScaleStructure=Next-Scale AR, Total steps (S)=42026.04 | 0.049 | 53.5 | — | — | — | — | — | — | — | — | — | — | — | — | 9.51 | — | — | — | 2.867 | 0.917 | 72.1 | 81.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MLDEvaluator=TMR-2632025.12 | 0.052 | — | — | — | — | — | — | — | — | — | — | 57.9 | 72.9 | 79.7 | — | — | — | — | — | 32.481 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — |